Research Article
Performance of a cache with Random Replacement and Zipf document popularity
@INPROCEEDINGS{10.4108/icst.valuetools.2013.254387, author={Philippe OLIVIER and Alain SIMONIAN}, title={Performance of a cache with Random Replacement and Zipf document popularity}, proceedings={7th International Conference on Performance Evaluation Methodologies and Tools}, publisher={ICST}, proceedings_a={VALUETOOLS}, year={2014}, month={1}, keywords={network caching replacement policy stochastic model asymptotic analysis}, doi={10.4108/icst.valuetools.2013.254387} }
- Philippe OLIVIER
Alain SIMONIAN
Year: 2014
Performance of a cache with Random Replacement and Zipf document popularity
VALUETOOLS
ACM
DOI: 10.4108/icst.valuetools.2013.254387
Abstract
The performance of a cache with Random Replacement policy is addressed in the case of a population of objects having a Zipf popularity distribution with decay parameter s. The main purpose of the paper is to provide new theoretical results on this scheme, within the Independent Reference Model framework. When s > 1, we derive a closed-form expression for the miss probability which is exact when s is an even integer and provides good approximation for all real s. In the case s <= 1, we consider two different regimes where cache size C and document population N jointly grow to infinity. When C grows sublinearly with N, the miss probability tends to 1 and an asymptotic expression for the hit probability is provided for 1/2 < s < 1. When C is linear with N, the miss probability is proved to have a non-zero limit, whose analytic expression is given, if s < 1, and to be of order 1 / log N if s = 1. Besides, some numerical experiments are reported which assess the validity and potential usefulness of the obtained analytical results.